We developed the CMS, a spatial biomarker that stratifies patients by microbial-metabolic dysfunction, predicting immunotherapy resistance (e.g., higher tumor immune dysfunction and exclusion (TIDE) scores; p < 0.01) and guiding combinatorial HDAC inhibition for CMS-defined subgroups. The gene discussed is HDAC9; the disease is neoplasm.